Round 250

Round UUID: 76d71c0c-a0c4-4bee-8081-27e2b2a03a5f

Prompt:

You are predicting treatment outcomes (Success or Failure) based on patient data. Apply these rules in order:

**PREDICT SUCCESS IF:**
1. TcQ_mass ≥ 25,000 (high mass threshold for clear success)
2. TcQ_mass ≥ 15,000 AND Sex = male (males succeed with lower mass threshold)
3. TcQ_mass ≥ 12,000 AND (Genetic_Class_A_Matches + Genetic_Class_B_Matches) ≥ 4 (strong genetic profile compensates)
4. Cohort = Delhi AND TcQ_mass ≥ 15,000 (Delhi cohort performs better)

**PREDICT FAILURE IF:**
1. TcQ_mass < 8,000 (very low mass almost always fails)
2. Histogen_Complex = Delta AND TcQ_mass < 15,000 AND Sex = female (Delta females need higher mass)
3. Treatment_Months > 120 AND TcQ_mass < 20,000 (long treatment with low mass indicates failure)

**DEFAULT:**
- If none of the above rules apply, predict SUCCESS if TcQ_mass ≥ 15,000, otherwise predict FAILURE

Apply the first matching rule and make your prediction.

• Inferences: 891
• Created: 2025-07-19 21:59:16.560110+00:00
• First inference: 2025-07-19 21:59:28.588157+00:00
• Last inference: 2025-07-19 22:22:08.771100+00:00
• Completed: yes
• Train accuracy: 0.6376404494382022 (Krichevsky-Trofimov 0.196)
• Validation accuracy: 0.8235294117647058 (Krichevsky-Trofimov 0.085)
• Test accuracy: 0.6862745098039216 (Krichevsky-Trofimov 0.164)